{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from kmeans import KMeansClassifier\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import metrics\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#用来正常显示中文标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "def loadDataset():\n",
    "    \"\"\"\n",
    "    加载数据集(DataFrame格式),并转换成所需要的格式。\n",
    "    最后将返回为一个numpy的数组类型\n",
    "    \"\"\"\n",
    "    filename = \"house.xls\"\n",
    "    house = pd.read_excel(filename)\n",
    "    \n",
    "    #合并经纬度数据\n",
    "    df_latlng = pd.read_csv(\"latlng.csv\",skiprows=[0],names=[\"did\",\"communityName\",\"id\",\"lat\",\"lng\"])\n",
    "    del df_latlng['did']\n",
    "    df_merge=pd.merge(df_latlng, house, left_on='communityName', right_index=True)\n",
    "    del df_merge['communityName']\n",
    "    del df_merge['id']\n",
    "\n",
    "    #选取所需要的数据\n",
    "    data_cluster = df_merge[[\"totalprice\",\"unitprice\",\"size\",\"lat\",\"lng\"]]\n",
    "    data_cluster = data_cluster.loc[data_cluster[\"size\"] < 300]\n",
    "    data_cluster = data_cluster.loc[data_cluster[\"totalprice\"] < 3000]\n",
    "    data_cluster = data_cluster.loc[data_cluster[\"unitprice\"] < 150000]\n",
    "\n",
    "    #转换为numpy数组类型\n",
    "    arr_cluster = np.array(data_cluster).astype(np.float)\n",
    "    return arr_cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9.20000000e+02, 7.71880000e+04, 1.19190000e+02, 2.25642288e+01,\n",
       "        1.13894029e+02]])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"1、加载数据\"\"\"\n",
    "data_X = loadDataset()\n",
    "data_X[:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"2、根据sse值，选取合适的k值\"\"\"\n",
    "k_values = [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17]\n",
    "SSE = []\n",
    "for k in k_values:\n",
    "    estimator = KMeans(n_clusters=k, random_state=9)\n",
    "    estimator.fit(data_X)\n",
    "    SSE.append(estimator.inertia_)\n",
    "plt.plot(k_values,SSE)\n",
    "plt.savefig('聚类SSE.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 去除异常值: totalprice>3000, unitprice>150000, size>300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>totalprice</th>\n",
       "      <th>unitprice</th>\n",
       "      <th>position</th>\n",
       "      <th>rooms</th>\n",
       "      <th>size</th>\n",
       "      <th>orientation</th>\n",
       "      <th>decoration</th>\n",
       "      <th>elevator</th>\n",
       "      <th>area</th>\n",
       "      <th>height</th>\n",
       "      <th>year</th>\n",
       "      <th>buildtype</th>\n",
       "      <th>follow</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22.564229</td>\n",
       "      <td>113.894029</td>\n",
       "      <td>920.0</td>\n",
       "      <td>77188</td>\n",
       "      <td>天悦龙庭二期</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>119.19</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>宝安中心</td>\n",
       "      <td>中</td>\n",
       "      <td>2005</td>\n",
       "      <td>塔楼</td>\n",
       "      <td>13</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22.586557</td>\n",
       "      <td>113.875490</td>\n",
       "      <td>340.0</td>\n",
       "      <td>51909</td>\n",
       "      <td>大益广场</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>65.50</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>西乡</td>\n",
       "      <td>低</td>\n",
       "      <td>2002</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>160</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22.584424</td>\n",
       "      <td>113.862423</td>\n",
       "      <td>660.0</td>\n",
       "      <td>73884</td>\n",
       "      <td>中熙香缇湾</td>\n",
       "      <td>4室2厅</td>\n",
       "      <td>89.33</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>西乡</td>\n",
       "      <td>中</td>\n",
       "      <td>2009</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>226</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22.564320</td>\n",
       "      <td>113.881130</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>76657</td>\n",
       "      <td>深业新岸线三期</td>\n",
       "      <td>4室1厅</td>\n",
       "      <td>150.02</td>\n",
       "      <td>东南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>宝安中心</td>\n",
       "      <td>中</td>\n",
       "      <td>2008</td>\n",
       "      <td>塔楼</td>\n",
       "      <td>29</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22.573975</td>\n",
       "      <td>113.863933</td>\n",
       "      <td>570.0</td>\n",
       "      <td>52127</td>\n",
       "      <td>碧海富通城一期</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>109.35</td>\n",
       "      <td>南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>碧海</td>\n",
       "      <td>中</td>\n",
       "      <td>2006</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>54</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         lat         lng  totalprice  unitprice  position rooms    size  \\\n",
       "0  22.564229  113.894029       920.0      77188   天悦龙庭二期   3室2厅  119.19   \n",
       "1  22.586557  113.875490       340.0      51909     大益广场   2室2厅   65.50   \n",
       "2  22.584424  113.862423       660.0      73884    中熙香缇湾   4室2厅   89.33   \n",
       "3  22.564320  113.881130      1150.0      76657  深业新岸线三期   4室1厅  150.02   \n",
       "4  22.573975  113.863933       570.0      52127  碧海富通城一期   3室2厅  109.35   \n",
       "\n",
       "  orientation decoration elevator  area height  year buildtype  follow city  \n",
       "0          西南         精装      有电梯  宝安中心      中  2005        塔楼      13   宝安  \n",
       "1          西南         精装      有电梯    西乡      低  2002      板塔结合     160   宝安  \n",
       "2          西南         精装      有电梯    西乡      中  2009      板塔结合     226   宝安  \n",
       "3          东南         精装      有电梯  宝安中心      中  2008        塔楼      29   宝安  \n",
       "4           南         精装      有电梯    碧海      中  2006      板塔结合      54   宝安  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还原数据集\n",
    "filename = \"house.xls\"\n",
    "house = pd.read_excel(filename)\n",
    "    \n",
    "#合并经纬度数据\n",
    "df_latlng = pd.read_csv(\"latlng.csv\",skiprows=[0],names=[\"did\",\"communityName\",\"id\",\"lat\",\"lng\"])\n",
    "del df_latlng['did']\n",
    "data_cluster=pd.merge(df_latlng, house, left_on='communityName', right_index=True)\n",
    "del data_cluster['communityName']\n",
    "del data_cluster['id']\n",
    "\n",
    "#选取所需要的数据\n",
    "data_cluster = data_cluster.loc[data_cluster[\"size\"] < 300]\n",
    "data_cluster = data_cluster.loc[data_cluster[\"totalprice\"] < 3000]\n",
    "data_cluster = data_cluster.loc[data_cluster[\"unitprice\"] < 150000]\n",
    "data_cluster.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 5\n",
    "estimator = KMeans(n_clusters=k, random_state=9)\n",
    "y_pred = estimator.fit_predict(data_X)\n",
    "estimator.cluster_centers_\n",
    "house_cluster = []\n",
    "for i in range(k):\n",
    "    house_cluster.append(data_cluster[y_pred == i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat              22.543056\n",
       "lng             113.996329\n",
       "totalprice      972.741710\n",
       "unitprice     88928.819372\n",
       "size            108.954599\n",
       "year           2005.068063\n",
       "follow           26.977312\n",
       "dtype: float64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_cluster[0].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat              22.574745\n",
       "lng             114.059552\n",
       "totalprice      457.262115\n",
       "unitprice     54967.172205\n",
       "size             83.174344\n",
       "year           2003.911178\n",
       "follow           37.299698\n",
       "dtype: float64"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_cluster[1].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat               22.534223\n",
       "lng              113.982995\n",
       "totalprice      1579.308311\n",
       "unitprice     120239.908847\n",
       "size             131.526327\n",
       "year            2006.504021\n",
       "follow            18.747989\n",
       "dtype: float64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_cluster[2].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat              22.556155\n",
       "lng             114.017445\n",
       "totalprice      608.019557\n",
       "unitprice     69708.851989\n",
       "size             87.039541\n",
       "year           2004.483805\n",
       "follow           34.763018\n",
       "dtype: float64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_cluster[3].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat              22.613951\n",
       "lng             114.134064\n",
       "totalprice      350.092623\n",
       "unitprice     41300.948359\n",
       "size             85.017466\n",
       "year           2003.355957\n",
       "follow           47.301734\n",
       "dtype: float64"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_cluster[4].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'单价(元/㎡)')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"4、聚类结果：单价与建筑面积的散点图\"\"\"\n",
    "colors = ['teal', 'aquamarine', 'wheat', 'orchid', 'salmon']\n",
    "fig = plt.figure(figsize=(16,9))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(\"单价与建筑面积散点图\",fontsize=18)\n",
    "house_cluster[0].plot(x=\"size\", y=\"unitprice\", kind=\"scatter\",label=\"0\",color=colors[0],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[1].plot(x=\"size\", y=\"unitprice\", kind=\"scatter\",label=\"1\",color=colors[1],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[3].plot(x=\"size\", y=\"unitprice\", kind=\"scatter\",label=\"3\",color=colors[3],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[4].plot(x=\"size\", y=\"unitprice\", kind=\"scatter\",label=\"4\",color=colors[4],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "ax.set_xlabel(\"建筑面积(㎡)\",fontsize=14)\n",
    "ax.set_ylabel(\"单价(元/㎡)\",fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'总价(元)')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"5、聚类结果：总价与建筑面积的散点图\"\"\"\n",
    "fig = plt.figure(figsize=(16,9))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(\"单价与建筑面积散点图\",fontsize=18)\n",
    "house_cluster[0].plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",label=\"0\",color=colors[0],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[1].plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",label=\"1\",color=colors[1],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[2].plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",label=\"2\",color=colors[2],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[3].plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",label=\"3\",color=colors[3],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "house_cluster[4].plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",label=\"4\",color=colors[4],fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500],xlim=[0,600])\n",
    "ax.set_xlabel(\"建筑面积(㎡)\",fontsize=14)\n",
    "ax.set_ylabel(\"总价(元)\",fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"6、生成地图文件\"\"\"\n",
    "count = 0\n",
    "for data_map in house_cluster:\n",
    "    out_map = \"cluster\"+str(count)+\".js\"\n",
    "    with open(out_map,\"w\") as file_out:\n",
    "        for lng,lat,price in zip(list(data_map[\"lng\"]),list(data_map[\"lat\"]),list(data_map[\"totalprice\"])):\n",
    "            #out = str(lng)+\",\"+str(lat)\n",
    "            out='{\\\"lng\\\":'+str(lng)+',\\\"lat\\\":'+str(lat)+',\\\"count\\\":'+str(price)+'},'\n",
    "            file_out.write(out)\n",
    "            file_out.write(\"\\n\")\n",
    "    count = count + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
